{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Chiu Wai COMP5331_Initial_Full_Classifier_Ayush_10102020",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "gv6nx80K4QNK"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd \n",
        "from keras.preprocessing.image import ImageDataGenerator, load_img\n",
        "from keras.utils import to_categorical\n",
        "from sklearn.model_selection import train_test_split\n",
        "import matplotlib.pyplot as plt\n",
        "import random\n",
        "import os"
      ],
      "execution_count": 57,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iT0un9wb7QEb"
      },
      "source": [
        "Define constants"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XcFGFv2o7N1u"
      },
      "source": [
        "FAST_RUN = False\n",
        "IMAGE_WIDTH=128\n",
        "IMAGE_HEIGHT=128\n",
        "IMAGE_SIZE=(IMAGE_WIDTH, IMAGE_HEIGHT)\n",
        "IMAGE_CHANNELS=3"
      ],
      "execution_count": 58,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JtsAalz-7TmB"
      },
      "source": [
        "Prepare data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s_iDUIM77Vk4"
      },
      "source": [
        "Download data and save it"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_05v3CbN7RpR"
      },
      "source": [
        "url = 'https://drive.google.com/file/d/1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5/view?usp=sharing'"
      ],
      "execution_count": 59,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fp1FQpyd7jwo",
        "outputId": "57c12b08-0939-4c81-b2c6-7f46876b3cf6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "!gdown --id 1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5"
      ],
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1gjbSZV5NjjIVOqSP-yTCqXcGPX9PnYn5\n",
            "To: /content/MM17-WeiboRumorSet.zip\n",
            "1.35GB [00:08, 159MB/s]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hYPHGO1E7uh6"
      },
      "source": [
        "Unzip and save into folder train_extracted"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rhviYA0i7spi"
      },
      "source": [
        "import zipfile\n",
        "with zipfile.ZipFile(\"MM17-WeiboRumorSet.zip\",\"r\") as zip_ref:\n",
        "    zip_ref.extractall(\"./train_extracted\")"
      ],
      "execution_count": 61,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pWLQXyRB74iI"
      },
      "source": [
        "Exract labels from image names and save image names with corresponding labels in dataframe"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Pk6D3XmT72dg"
      },
      "source": [
        "filenames1 = os.listdir(\"./train_extracted/MM17-WeiboRumorSet/rumor_images\")\n",
        "filenames01 = []\n",
        "categories1 = []\n",
        "for filename in filenames1:\n",
        "    category = 1 # rumor\n",
        "    categories1.append(1)\n",
        "    s = \"rumor_images/\"+str(filename)\n",
        "    filenames01.append(s)\n",
        "\n",
        "df1 = pd.DataFrame({\n",
        "    'filename': filenames01,\n",
        "    'category': categories1\n",
        "})"
      ],
      "execution_count": 62,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHnbciSU8dYZ",
        "outputId": "01a233df-eef1-4ff9-fa43-50835ab78973",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df1.head()"
      ],
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  rumor_images/005Cp0Zcjw1eqxg1ipc63j30hs0hztah.jpg         1\n",
              "1  rumor_images/720be4e5gw1eo6jz021qmj20c00e3mxq.jpg         1\n",
              "2  rumor_images/6a77ebb7jw1ev20xu2excj20p018gn18.jpg         1\n",
              "3  rumor_images/0062G6IYjw1er1zfiinvhj30wo1407az.jpg         1\n",
              "4  rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q9PJWG2A87dJ",
        "outputId": "9c5a6b46-322f-48ac-ed5b-d256015a3c9a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df1) # number of rumor images"
      ],
      "execution_count": 64,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "7954"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 64
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s3x7rXsP8ebo"
      },
      "source": [
        "filenames2 = os.listdir(\"./train_extracted/MM17-WeiboRumorSet/nonrumor_images\")\n",
        "filenames02 = []\n",
        "categories2 = []\n",
        "for filename in filenames2:\n",
        "    category2 = 0 # rumor\n",
        "    categories2.append(0)\n",
        "    s = \"nonrumor_images/\"+str(filename)\n",
        "    filenames02.append(s)\n",
        "\n",
        "df2 = pd.DataFrame({\n",
        "    'filename': filenames02,\n",
        "    'category': categories2\n",
        "})"
      ],
      "execution_count": 65,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9SWw95p98wPA",
        "outputId": "0f65502e-ce9d-4080-8f30-40d3d9ccc911",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df2.head()"
      ],
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>nonrumor_images/61b8c41ejw1evetlsoyaej20ic0c8t...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  nonrumor_images/61ff32dejw1ezpn9odko9j20c80f7m...         0\n",
              "1  nonrumor_images/66eeadffjw1eyz8i8z3e2j20hs0dcg...         0\n",
              "2  nonrumor_images/620beb06gw1eyl2duidwcj21e06k4h...         0\n",
              "3  nonrumor_images/61e6c012jw1ez1r01nnw5j20c81367...         0\n",
              "4  nonrumor_images/61b8c41ejw1evetlsoyaej20ic0c8t...         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7d2VfS1D89Yr",
        "outputId": "11e998ec-9e7c-4698-9aaa-51e7ab99c53a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df2) # number of non rumor images"
      ],
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5318"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 67
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uZ42s8Ro_6Va"
      },
      "source": [
        "df = df1.append(df2, ignore_index=True).reset_index(drop = True)"
      ],
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_fIUquAhAZB-",
        "outputId": "126ada2b-b216-4ce5-a03c-977c3fdbdde7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>rumor_images/0062G6IYjw1er1zfiinvhj30wo1407az.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0  rumor_images/005Cp0Zcjw1eqxg1ipc63j30hs0hztah.jpg         1\n",
              "1  rumor_images/720be4e5gw1eo6jz021qmj20c00e3mxq.jpg         1\n",
              "2  rumor_images/6a77ebb7jw1ev20xu2excj20p018gn18.jpg         1\n",
              "3  rumor_images/0062G6IYjw1er1zfiinvhj30wo1407az.jpg         1\n",
              "4  rumor_images/5d6ed51fjw1eb8s33w2yoj20c808q0u1.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2pH2wtpWAZ--",
        "outputId": "3d92ae95-c3ec-4592-eaf5-7bc257fe8b31",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "len(df) # combined"
      ],
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "13272"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
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      "metadata": {
        "id": "1-FVPif5AbDG",
        "outputId": "691db591-5429-49b1-bb76-05655df88b9b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        }
      },
      "source": [
        "df.describe()"
      ],
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>13272.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>0.599307</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.490057</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "           category\n",
              "count  13272.000000\n",
              "mean       0.599307\n",
              "std        0.490057\n",
              "min        0.000000\n",
              "25%        0.000000\n",
              "50%        1.000000\n",
              "75%        1.000000\n",
              "max        1.000000"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xEICoXREAe7W",
        "outputId": "8dd7700a-bd23-4d3c-ec5b-8bbfd44b2ad9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <th>13267</th>\n",
              "      <td>nonrumor_images/66eeadffjw1eynry0u92vj20m80es7...</td>\n",
              "      <td>0</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>13271</th>\n",
              "      <td>nonrumor_images/0065yqVkjw1ezwqa63fg9j30fa0bgj...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename  category\n",
              "13267  nonrumor_images/66eeadffjw1eynry0u92vj20m80es7...         0\n",
              "13268  nonrumor_images/593bbc68gw1ezuivqza5aj20c80cbm...         0\n",
              "13269  nonrumor_images/6298156bgw1ey7b8tsjeyj20c6099w...         0\n",
              "13270  nonrumor_images/70e11e0fjw1eww3qmvoiaj20hi0atg...         0\n",
              "13271  nonrumor_images/0065yqVkjw1ezwqa63fg9j30fa0bgj...         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 72
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Pm3W4A0BBFex"
      },
      "source": [
        "Total count"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nwsJEYNoAnad",
        "outputId": "94027c33-9ee2-4c9b-e142-69cd68ba7635",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "label_counts = df.groupby('category').size()\n",
        "print(label_counts)"
      ],
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "category\n",
            "0    5318\n",
            "1    7954\n",
            "dtype: int64\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Hr5bn68EA5zF",
        "outputId": "2823b7ae-503a-4761-f4b7-1ebe1ceec900",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 279
        }
      },
      "source": [
        "df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe53f960438>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 74
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "B8SOMjuFBIZC"
      },
      "source": [
        "Sample image"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zu95Vqf5ICnG"
      },
      "source": [
        "Shuffle df"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tOkhf8xkIEQm"
      },
      "source": [
        "# shuffle the DataFrame rows \n",
        "df = df.sample(frac = 1).reset_index(drop=True) "
      ],
      "execution_count": 75,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Wz6egnsyIO6G",
        "outputId": "9a0e88a1-ceb7-47b1-b042-d39b19759f40",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 76,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>rumor_images/7529abc5jw1dzobxly66kj.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>nonrumor_images/620beb06jw1eyjdu63fecj20b30fxq...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>rumor_images/ad52cdf0jw1et887uzre2j20az0g1754.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>rumor_images/7c1e5c9bjw1dzjti2dfpej.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/67c4f635jw1ev42vacq1jj20c80lp0tw.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0            rumor_images/7529abc5jw1dzobxly66kj.jpg         1\n",
              "1  nonrumor_images/620beb06jw1eyjdu63fecj20b30fxq...         0\n",
              "2  rumor_images/ad52cdf0jw1et887uzre2j20az0g1754.jpg         1\n",
              "3            rumor_images/7c1e5c9bjw1dzjti2dfpej.jpg         1\n",
              "4  rumor_images/67c4f635jw1ev42vacq1jj20c80lp0tw.jpg         1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 76
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T4QGsffWIUje",
        "outputId": "08d281b2-e737-4602-cd17-e8b63eb65964",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.tail()"
      ],
      "execution_count": 77,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>13267</th>\n",
              "      <td>rumor_images/7f4aed8ejw1es9h4f6zw5j20e80e8mya.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13268</th>\n",
              "      <td>rumor_images/794d15edjw1ev138vup3lj20k00qojuc.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13269</th>\n",
              "      <td>nonrumor_images/6693ce84gw1ey7rtfhpelj20c60cpg...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13270</th>\n",
              "      <td>rumor_images/81093795gw1en2a3gd2uej20cm07edgk.jpg</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13271</th>\n",
              "      <td>nonrumor_images/005ZwAiEgw1eyywp8voo5j30c812wd...</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename  category\n",
              "13267  rumor_images/7f4aed8ejw1es9h4f6zw5j20e80e8mya.jpg         1\n",
              "13268  rumor_images/794d15edjw1ev138vup3lj20k00qojuc.jpg         1\n",
              "13269  nonrumor_images/6693ce84gw1ey7rtfhpelj20c60cpg...         0\n",
              "13270  rumor_images/81093795gw1en2a3gd2uej20cm07edgk.jpg         1\n",
              "13271  nonrumor_images/005ZwAiEgw1eyywp8voo5j30c812wd...         0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 77
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "X28HYdciIS-O"
      },
      "source": [
        ""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RkVovi9qDrBp"
      },
      "source": [
        "Make a combined list with rumor and non rumor image paths last part"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QpX-qX_yGWgx",
        "outputId": "9c33f726-fea2-42e3-b410-0cef28924de7",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "filenames = []\n",
        "categories = []\n",
        "for i in range(0, len(df)):\n",
        "  filenames.append(str(df['filename'][i]))\n",
        "  categories.append((df['category'][i]))\n",
        "print(len(filenames))\n",
        "print(len(categories))"
      ],
      "execution_count": 78,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "13272\n",
            "13272\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DQT75R37DViw",
        "outputId": "e6c7a41d-1242-4454-8527-8621252f7bd4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "print(filenames[0])\n",
        "print(categories[0])\n",
        "print(filenames[-1])\n",
        "print(categories[-1])"
      ],
      "execution_count": 79,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "rumor_images/7529abc5jw1dzobxly66kj.jpg\n",
            "1\n",
            "nonrumor_images/005ZwAiEgw1eyywp8voo5j30c812wdmu.jpg\n",
            "0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TNMAZ1nfCzsl",
        "outputId": "42943450-f321-4f5c-f424-bc5285fcd057",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 304
        }
      },
      "source": [
        "sample = random.choice(filenames)\n",
        "print(sample)\n",
        "image = load_img(\"./train_extracted/MM17-WeiboRumorSet/\"+sample)\n",
        "plt.imshow(image)"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "rumor_images/00616pXcjw1eui7jyy2rwj30p018gdn6.jpg\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fe540235c50>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 80
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3XiFNN94EAWH"
      },
      "source": [
        "##Build Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XEFX8V1lDf6d",
        "outputId": "eee96661-d659-4cda-941f-d37de78c16a1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D, MaxPooling2D, Dropout, Flatten, Dense, Activation, BatchNormalization, Input\n",
        "\n",
        "# Simply importing existing models from keras\n",
        "from keras.applications.vgg16 import VGG16\n",
        "from keras.applications.vgg19  import VGG19\n",
        "from keras.applications.inception_v3  import InceptionV3\n",
        "\n",
        "# FF + LR\n",
        "\n",
        "# VGG-16\n",
        "vgg16_base = VGG16(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, IMAGE_CHANNELS))\n",
        "vgg16_base.trainable = False # freeze the base model\n",
        "vgg16 = Sequential([\n",
        "    vgg16_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "vgg16.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "vgg16.summary()\n",
        "\n",
        "# VGG-19\n",
        "vgg19_base = VGG19(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3))\n",
        "vgg19_base.trainable = False # freeze the base model\n",
        "vgg19 = Sequential([\n",
        "    vgg19_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(4096, activation=\"relu\"),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "vgg19.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "vgg19.summary()\n",
        "\n",
        "# Inception V3\n",
        "iv3_base = InceptionV3(weights='imagenet', include_top=False, input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3))\n",
        "iv3_base.trainable = False # freeze the base model\n",
        "\n",
        "inception_v3 = Sequential([\n",
        "    iv3_base,\n",
        "    Flatten(),\n",
        "    Dense(4096, activation='softmax'),\n",
        "    Dense(2, activation='softmax')\n",
        "])\n",
        "inception_v3.compile(loss='categorical_crossentropy', optimizer='rmsprop', metrics=['accuracy'])\n",
        "inception_v3.summary()"
      ],
      "execution_count": 81,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "vgg16 (Functional)           (None, 4, 4, 512)         14714688  \n",
            "_________________________________________________________________\n",
            "flatten_3 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_8 (Dense)              (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_9 (Dense)              (None, 4096)              16781312  \n",
            "_________________________________________________________________\n",
            "dense_10 (Dense)             (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 65,062,722\n",
            "Trainable params: 50,348,034\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n",
            "Model: \"sequential_4\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "vgg19 (Functional)           (None, 4, 4, 512)         20024384  \n",
            "_________________________________________________________________\n",
            "flatten_4 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_11 (Dense)             (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_12 (Dense)             (None, 4096)              16781312  \n",
            "_________________________________________________________________\n",
            "dense_13 (Dense)             (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 70,372,418\n",
            "Trainable params: 50,348,034\n",
            "Non-trainable params: 20,024,384\n",
            "_________________________________________________________________\n",
            "Model: \"sequential_5\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "inception_v3 (Functional)    (None, 2, 2, 2048)        21802784  \n",
            "_________________________________________________________________\n",
            "flatten_5 (Flatten)          (None, 8192)              0         \n",
            "_________________________________________________________________\n",
            "dense_14 (Dense)             (None, 4096)              33558528  \n",
            "_________________________________________________________________\n",
            "dense_15 (Dense)             (None, 2)                 8194      \n",
            "=================================================================\n",
            "Total params: 55,369,506\n",
            "Trainable params: 33,566,722\n",
            "Non-trainable params: 21,802,784\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GTsRkNZlEp9S"
      },
      "source": [
        "Callbacks"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "v9olGx-1Elzn"
      },
      "source": [
        "from keras.callbacks import EarlyStopping, ReduceLROnPlateau"
      ],
      "execution_count": 82,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vlLvxlhiEwcY"
      },
      "source": [
        "Early Stop\n",
        "\n",
        "To prevent over fitting we will stop the learning after 5 epochs and val_loss value not decreased"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1myMXGP7Et10"
      },
      "source": [
        "earlystop = EarlyStopping(patience=5)"
      ],
      "execution_count": 83,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HAFClnwJE3VD"
      },
      "source": [
        "Learning Rate Reduction\n",
        "\n",
        "We will reduce the learning rate when then accuracy not increase for 2 steps"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9iT9fy0TE1Yb"
      },
      "source": [
        "learning_rate_reduction = ReduceLROnPlateau(monitor='val_accuracy', \n",
        "                                            patience=2, \n",
        "                                            verbose=1, \n",
        "                                            factor=0.5, \n",
        "                                            min_lr=0.0001)"
      ],
      "execution_count": 84,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "30fgqmTjE6aT"
      },
      "source": [
        "callbacks = [earlystop, learning_rate_reduction]"
      ],
      "execution_count": 85,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ilc_GkWHFHXY"
      },
      "source": [
        "Prepare data\n",
        "\n",
        "Because we will use image genaretor with class_mode=\"categorical\". We need to convert column category into string. Then imagenerator will convert it one-hot encoding which is good for our classification.\n",
        "\n",
        "So we will convert 1 to rumor and 0 to nonrumor"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x4vPWpOwE9ss"
      },
      "source": [
        "df[\"category\"] = df[\"category\"].replace({0: 'nonrumor', 1: 'rumor'}) "
      ],
      "execution_count": 86,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IYBab-iIIkHP",
        "outputId": "1590aa21-2acb-4aec-d9e5-76a35df8cdd3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>rumor_images/7529abc5jw1dzobxly66kj.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>nonrumor_images/620beb06jw1eyjdu63fecj20b30fxq...</td>\n",
              "      <td>nonrumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>rumor_images/ad52cdf0jw1et887uzre2j20az0g1754.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>rumor_images/7c1e5c9bjw1dzjti2dfpej.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>rumor_images/67c4f635jw1ev42vacq1jj20c80lp0tw.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                            filename  category\n",
              "0            rumor_images/7529abc5jw1dzobxly66kj.jpg     rumor\n",
              "1  nonrumor_images/620beb06jw1eyjdu63fecj20b30fxq...  nonrumor\n",
              "2  rumor_images/ad52cdf0jw1et887uzre2j20az0g1754.jpg     rumor\n",
              "3            rumor_images/7c1e5c9bjw1dzjti2dfpej.jpg     rumor\n",
              "4  rumor_images/67c4f635jw1ev42vacq1jj20c80lp0tw.jpg     rumor"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 87
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9vGd-5OuJxGK"
      },
      "source": [
        "Divide into 80% train and 20% test, Note that we have shuffled earlier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PHvSkqYpIlEC",
        "outputId": "8c4e2a5e-4349-4438-eb5b-d8f9d7d5414b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "mid = int(len(df)*.8)\n",
        "df_train = df[:mid]\n",
        "df_test = df[mid:]\n",
        "print(len(df_train))\n",
        "print(len(df_test))"
      ],
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "10617\n",
            "2655\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JdHhrULaJytp"
      },
      "source": [
        "train_df, validate_df = train_test_split(df_train, test_size=0.20, random_state=42)\n",
        "train_df = train_df.reset_index(drop=True)\n",
        "validate_df = validate_df.reset_index(drop=True)"
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "89DDqmY2lXn1"
      },
      "source": [
        ""
      ],
      "execution_count": 89,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "U_vv7UUvJ06a",
        "outputId": "97d6ea0e-7c3e-4009-adba-8e8fe651617d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        }
      },
      "source": [
        "train_df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe5401ec748>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ehgi-u8KJ4oi",
        "outputId": "827fcf08-2a21-43e2-cb70-d7a081942e66",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        }
      },
      "source": [
        "validate_df['category'].value_counts().plot.bar()"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fe2a917bfd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QSP4mXwoJ8Ph"
      },
      "source": [
        "total_train = train_df.shape[0]\n",
        "total_validate = validate_df.shape[0]\n",
        "batch_size=32"
      ],
      "execution_count": 92,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UYUi4feTKBcc"
      },
      "source": [
        "Traning Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d_ojPtyjJ-qR",
        "outputId": "6bdea574-3f33-4d7d-8be2-0ed7c7cf0962",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "# train_datagen = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_datagen = ImageDataGenerator(\n",
        "    rotation_range=15,\n",
        "    rescale=1./255,\n",
        "    #shear_range=0.1,\n",
        "    zoom_range=0.2,\n",
        "    horizontal_flip=True,\n",
        "    width_shift_range=0.1,\n",
        "    height_shift_range=0.1\n",
        ")\n",
        "\n",
        "train_generator = train_datagen.flow_from_dataframe(\n",
        "    train_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col='category',\n",
        "    target_size=IMAGE_SIZE,\n",
        "    class_mode='categorical',\n",
        "    batch_size=batch_size\n",
        ")"
      ],
      "execution_count": 93,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 8472 validated image filenames belonging to 2 classes.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras_preprocessing/image/dataframe_iterator.py:282: UserWarning: Found 21 invalid image filename(s) in x_col=\"filename\". These filename(s) will be ignored.\n",
            "  .format(n_invalid, x_col)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "llVLhuxYKh2N"
      },
      "source": [
        "Validation Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ijwdyzmvKc4Y",
        "outputId": "66328357-84bd-4b1c-b1ec-61d3b5afc53a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "validation_datagen = ImageDataGenerator(rescale=1./255)\n",
        "validation_generator = validation_datagen.flow_from_dataframe(\n",
        "    validate_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col='category',\n",
        "    target_size=IMAGE_SIZE,\n",
        "    class_mode='categorical',\n",
        "    batch_size=batch_size\n",
        ")"
      ],
      "execution_count": 94,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2123 validated image filenames belonging to 2 classes.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras_preprocessing/image/dataframe_iterator.py:282: UserWarning: Found 1 invalid image filename(s) in x_col=\"filename\". These filename(s) will be ignored.\n",
            "  .format(n_invalid, x_col)\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mVVVotrcK2P7"
      },
      "source": [
        "See how our training generator work"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SNsu-nutLEt5",
        "outputId": "136db7c4-c514-4a44-c546-168239259e48",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 873
        }
      },
      "source": [
        "plt.figure(figsize=(12, 12))\n",
        "i = 0\n",
        "for X_batch, Y_batch in train_generator:\n",
        "    plt.subplot(5, 3, i+1)\n",
        "    image = X_batch[0]\n",
        "    plt.imshow(image)\n",
        "    i += 1\n",
        "    if i >= 15: break\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 15 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G4bJtNoKLQNf"
      },
      "source": [
        "Fit Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iJW0H0FJOFoG"
      },
      "source": [
        "FAST_RUN = False"
      ],
      "execution_count": 96,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iYK7nnTtLE6y"
      },
      "source": [
        "epochs=3 if FAST_RUN else 10 # since the model is pretrained, 10 epochs are enough, we tried 15 earlier but it perfromed\n",
        "# poorly on validation set as epoch increased. Let's keep epochs low this time."
      ],
      "execution_count": 97,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tfRPdaEcXyz3",
        "outputId": "6f1929df-2617-4b25-983f-3fb20af7a42c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_vgg16 = vgg16.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "265/265 [==============================] - 107s 405ms/step - loss: 2.0646 - accuracy: 0.5902 - val_loss: 0.6124 - val_accuracy: 0.6226\n",
            "Epoch 2/10\n",
            "265/265 [==============================] - 107s 403ms/step - loss: 0.6292 - accuracy: 0.6329 - val_loss: 0.5905 - val_accuracy: 0.6780\n",
            "Epoch 3/10\n",
            "265/265 [==============================] - 106s 401ms/step - loss: 0.6020 - accuracy: 0.6658 - val_loss: 0.6006 - val_accuracy: 0.6861\n",
            "Epoch 4/10\n",
            "265/265 [==============================] - 107s 403ms/step - loss: 0.5954 - accuracy: 0.6694 - val_loss: 0.5759 - val_accuracy: 0.6804\n",
            "Epoch 5/10\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.5743 - accuracy: 0.6946\n",
            "Epoch 00005: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.5743 - accuracy: 0.6946 - val_loss: 0.5935 - val_accuracy: 0.6823\n",
            "Epoch 6/10\n",
            "265/265 [==============================] - 107s 403ms/step - loss: 0.5442 - accuracy: 0.7129 - val_loss: 0.6054 - val_accuracy: 0.6889\n",
            "Epoch 7/10\n",
            "265/265 [==============================] - 107s 402ms/step - loss: 0.5305 - accuracy: 0.7211 - val_loss: 0.5918 - val_accuracy: 0.7074\n",
            "Epoch 8/10\n",
            "265/265 [==============================] - 106s 399ms/step - loss: 0.5223 - accuracy: 0.7348 - val_loss: 0.6498 - val_accuracy: 0.6742\n",
            "Epoch 9/10\n",
            "265/265 [==============================] - 105s 395ms/step - loss: 0.5207 - accuracy: 0.7397 - val_loss: 0.5733 - val_accuracy: 0.7079\n",
            "Epoch 10/10\n",
            "265/265 [==============================] - 105s 395ms/step - loss: 0.5074 - accuracy: 0.7468 - val_loss: 0.5861 - val_accuracy: 0.7159\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-yplsX8KX1CR",
        "outputId": "6a2c6405-fddc-4c3f-9ecb-0b449994166a",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_vgg19 = vgg19.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "265/265 [==============================] - 106s 400ms/step - loss: 2.7461 - accuracy: 0.5662 - val_loss: 0.6182 - val_accuracy: 0.6544\n",
            "Epoch 2/10\n",
            "265/265 [==============================] - 106s 400ms/step - loss: 0.6384 - accuracy: 0.6208 - val_loss: 0.6202 - val_accuracy: 0.6709\n",
            "Epoch 3/10\n",
            "265/265 [==============================] - 106s 402ms/step - loss: 0.6199 - accuracy: 0.6471 - val_loss: 0.6307 - val_accuracy: 0.6652\n",
            "Epoch 4/10\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.6016 - accuracy: 0.6655\n",
            "Epoch 00004: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "265/265 [==============================] - 107s 405ms/step - loss: 0.6016 - accuracy: 0.6655 - val_loss: 0.6012 - val_accuracy: 0.6700\n",
            "Epoch 5/10\n",
            "265/265 [==============================] - 108s 406ms/step - loss: 0.5735 - accuracy: 0.6894 - val_loss: 0.6041 - val_accuracy: 0.6776\n",
            "Epoch 6/10\n",
            "265/265 [==============================] - 107s 405ms/step - loss: 0.5715 - accuracy: 0.6910 - val_loss: 0.5822 - val_accuracy: 0.6946\n",
            "Epoch 7/10\n",
            "265/265 [==============================] - 107s 404ms/step - loss: 0.5630 - accuracy: 0.6987 - val_loss: 0.5978 - val_accuracy: 0.6842\n",
            "Epoch 8/10\n",
            "265/265 [==============================] - 107s 404ms/step - loss: 0.5566 - accuracy: 0.7088 - val_loss: 0.5998 - val_accuracy: 0.7055\n",
            "Epoch 9/10\n",
            "265/265 [==============================] - 107s 404ms/step - loss: 0.5514 - accuracy: 0.7061 - val_loss: 0.6033 - val_accuracy: 0.6866\n",
            "Epoch 10/10\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.5451 - accuracy: 0.7175\n",
            "Epoch 00010: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
            "265/265 [==============================] - 107s 403ms/step - loss: 0.5451 - accuracy: 0.7175 - val_loss: 0.5968 - val_accuracy: 0.6785\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jhKvbz8HX2xU",
        "outputId": "93ae0b84-4dc8-4e8d-ba1b-8063936f8bfb",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "history_iv3 = inception_v3.fit_generator(\n",
        "    train_generator, \n",
        "    epochs=epochs,\n",
        "    validation_data=validation_generator,\n",
        "    validation_steps=total_validate//batch_size,\n",
        "    steps_per_epoch=total_train//batch_size,\n",
        "    callbacks=callbacks\n",
        ")"
      ],
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/10\n",
            "265/265 [==============================] - 104s 394ms/step - loss: 0.6769 - accuracy: 0.5971 - val_loss: 0.6703 - val_accuracy: 0.6070\n",
            "Epoch 2/10\n",
            "265/265 [==============================] - 103s 390ms/step - loss: 0.6739 - accuracy: 0.5982 - val_loss: 0.6704 - val_accuracy: 0.6075\n",
            "Epoch 3/10\n",
            "265/265 [==============================] - 103s 387ms/step - loss: 0.6738 - accuracy: 0.5982 - val_loss: 0.6701 - val_accuracy: 0.6070\n",
            "Epoch 4/10\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.6739 - accuracy: 0.5982\n",
            "Epoch 00004: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "265/265 [==============================] - 104s 391ms/step - loss: 0.6739 - accuracy: 0.5982 - val_loss: 0.6707 - val_accuracy: 0.6061\n",
            "Epoch 5/10\n",
            "265/265 [==============================] - 106s 400ms/step - loss: 0.6708 - accuracy: 0.5982 - val_loss: 0.6622 - val_accuracy: 0.6075\n",
            "Epoch 6/10\n",
            "265/265 [==============================] - 106s 400ms/step - loss: 0.6634 - accuracy: 0.5982 - val_loss: 0.6600 - val_accuracy: 0.6080\n",
            "Epoch 7/10\n",
            "265/265 [==============================] - 104s 393ms/step - loss: 0.6545 - accuracy: 0.5982 - val_loss: 0.6458 - val_accuracy: 0.6084\n",
            "Epoch 8/10\n",
            "265/265 [==============================] - 105s 395ms/step - loss: 0.6467 - accuracy: 0.5982 - val_loss: 0.6407 - val_accuracy: 0.6065\n",
            "Epoch 9/10\n",
            "265/265 [==============================] - ETA: 0s - loss: 0.6406 - accuracy: 0.5982\n",
            "Epoch 00009: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
            "265/265 [==============================] - 104s 394ms/step - loss: 0.6406 - accuracy: 0.5982 - val_loss: 0.6565 - val_accuracy: 0.6080\n",
            "Epoch 10/10\n",
            "265/265 [==============================] - 105s 396ms/step - loss: 0.6389 - accuracy: 0.5982 - val_loss: 0.6336 - val_accuracy: 0.6084\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hqmvDWKSO2-w"
      },
      "source": [
        "Save Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3HUVXwMKO3gJ"
      },
      "source": [
        "vgg16.save_weights(\"vgg16.h5\")\n",
        "vgg19.save_weights(\"vgg19.h5\")\n",
        "inception_v3.save_weights(\"inception_v3.h5\")"
      ],
      "execution_count": 101,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oxt6QQ-hO8PG"
      },
      "source": [
        "Visualize Training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4NJQxiabO5h8",
        "outputId": "86ca8eb4-e16c-4f40-a936-b9dbc31e3eab",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "def plot_history(history):\n",
        "    fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 6))\n",
        "    ax1.plot(history.history['loss'], color='b', label=\"Training loss\")\n",
        "    ax1.plot(history.history['val_loss'], color='r', label=\"validation loss\")\n",
        "    ax1.set_xticks(np.arange(1, epochs, 1))\n",
        "    ax1.set_yticks(np.arange(0, 1, 0.1))\n",
        "\n",
        "    ax2.plot(history.history['accuracy'], color='b', label=\"Training accuracy\")\n",
        "    ax2.plot(history.history['val_accuracy'], color='r',label=\"Validation accuracy\")\n",
        "    ax2.set_xticks(np.arange(1, epochs, 1))\n",
        "\n",
        "    legend = plt.legend(loc='best', shadow=True)\n",
        "    plt.tight_layout()\n",
        "    plt.show()\n",
        "\n",
        "print(\"VGG-16\")\n",
        "plot_history(history_vgg16)\n",
        "print(\"VGG-19\")\n",
        "plot_history(history_vgg19)\n",
        "print(\"Inception V3\")\n",
        "plot_history(history_iv3)"
      ],
      "execution_count": 102,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "VGG-16\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "VGG-19\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Inception V3\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x432 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "C6oe8cu2PIPc"
      },
      "source": [
        "Prepare Testing Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qLANKo8ebfnZ",
        "outputId": "bae6b9ef-e1d2-4330-d13e-6d309e87731e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 203
        }
      },
      "source": [
        "df_test.head()"
      ],
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>filename</th>\n",
              "      <th>category</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>10617</th>\n",
              "      <td>rumor_images/9ce2639fjw1ev1wo15d3vj20ez0qoack.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10618</th>\n",
              "      <td>rumor_images/89de6b25gw1dwevhkaqg9j.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10619</th>\n",
              "      <td>rumor_images/4ddf4323jw1ee1i6wosi0j20k20hsdj4.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10620</th>\n",
              "      <td>rumor_images/7fcc7edejw1e4fd7e0aa6j20bu0hsgmv.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10621</th>\n",
              "      <td>rumor_images/6ddb7c16gw1eo1x1w75rtj20ff0bhgo0.jpg</td>\n",
              "      <td>rumor</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                filename category\n",
              "10617  rumor_images/9ce2639fjw1ev1wo15d3vj20ez0qoack.jpg    rumor\n",
              "10618            rumor_images/89de6b25gw1dwevhkaqg9j.jpg    rumor\n",
              "10619  rumor_images/4ddf4323jw1ee1i6wosi0j20k20hsdj4.jpg    rumor\n",
              "10620  rumor_images/7fcc7edejw1e4fd7e0aa6j20bu0hsgmv.jpg    rumor\n",
              "10621  rumor_images/6ddb7c16gw1eo1x1w75rtj20ff0bhgo0.jpg    rumor"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9UBNf5qQbtip"
      },
      "source": [
        "df_test = df_test.reset_index(drop = True)"
      ],
      "execution_count": 104,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qgwp88LEPEJI",
        "outputId": "60bbeb76-60f9-4052-a9da-ebd776052d84",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "test_filenames = []\n",
        "test_categories = []\n",
        "for i in range(0,len(df_test)):\n",
        "  test_filenames.append(df_test['filename'][i])\n",
        "  test_categories.append(df_test['category'][i])\n",
        "print(len(test_filenames))"
      ],
      "execution_count": 105,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2655\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oroYR9nFPKaX"
      },
      "source": [
        "test_df = df_test\n",
        "nb_samples = test_df.shape[0]"
      ],
      "execution_count": 106,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ke2CJfEzeQxk"
      },
      "source": [
        "Create Testing Generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Au0hQBuDPMi3",
        "outputId": "fac418ee-2f8d-4150-c63b-0030727694dd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "test_gen = ImageDataGenerator(rescale=1./255)\n",
        "test_generator = test_gen.flow_from_dataframe(\n",
        "    test_df, \n",
        "    \"./train_extracted/MM17-WeiboRumorSet/\", \n",
        "    x_col='filename',\n",
        "    y_col=None,\n",
        "    class_mode=None,\n",
        "    target_size=IMAGE_SIZE,\n",
        "    batch_size=batch_size,\n",
        "    shuffle=False,\n",
        "    validate_filenames=False\n",
        ")"
      ],
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2655 non-validated image filenames.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4QrM6f9seki3"
      },
      "source": [
        "Predict"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xaL3pLJ2eT-x"
      },
      "source": [
        "predict_vgg16 = vgg16.predict(test_generator, steps=np.ceil(nb_samples/batch_size))\n",
        "predict_vgg19 = vgg19.predict(test_generator, steps=np.ceil(nb_samples/batch_size))\n",
        "predict_iv3 = inception_v3.predict(test_generator, steps=np.ceil(nb_samples/batch_size))"
      ],
      "execution_count": 108,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cCw8FByKeqYS"
      },
      "source": [
        "For categoral classication the prediction will come with probability of each category. So we will pick the category that have the highest probability with numpy average max"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JZ-sNkxResjR"
      },
      "source": [
        "y_vgg16 = np.argmax(predict_vgg16, axis=-1)\n",
        "y_vgg19 = np.argmax(predict_vgg19, axis=-1)\n",
        "y_iv3 = np.argmax(predict_iv3, axis=-1)\n",
        "\n",
        "y_true = test_df[\"category\"].replace({'nonrumor': 0, 'rumor': 1}) "
      ],
      "execution_count": 109,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AxMCpvPJrxcj"
      },
      "source": [
        "test_df[\"vgg16\"] = np.argmax(predict_vgg16, axis=-1)\n",
        "test_df[\"vgg19\"] = np.argmax(predict_vgg19, axis=-1)\n",
        "test_df[\"iv3\"] = np.argmax(predict_iv3, axis=-1)"
      ],
      "execution_count": 110,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D_fmNCMymcdj",
        "outputId": "ce406930-56fd-42f5-ac16-d033438b5433",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "from sklearn.metrics import accuracy_score # normal accuracy\n",
        "from sklearn.metrics import balanced_accuracy_score # used in case of imbalanced data sets, average of recall, from 0 to 1\n",
        "from sklearn.metrics import confusion_matrix # division of performance on the multilabels\n",
        "from sklearn.metrics import cohen_kappa_score # compares model against random prediction, from -1 to 1\n",
        "from sklearn.metrics import classification_report # for multilabel classification, gives precision, recall, f score, support, more\n",
        "target_names = ['class 0', 'class 1']\n",
        "\n",
        "def print_metrics(y_true, y_pred):\n",
        "    print(\"Accuracy:\", accuracy_score(y_true, y_pred))\n",
        "    print(\"Balanced Accuracy:\" , balanced_accuracy_score(y_true, y_pred))\n",
        "    print(\"Confusion Matrix:\\n\", confusion_matrix(y_true, y_pred))\n",
        "    print(\"Cohen Kappa Score:\", cohen_kappa_score(y_true, y_pred))\n",
        "    print(\"Classification Report:\\n\", classification_report(y_true, y_pred, target_names=target_names))\n",
        "    \n",
        "print('VGG-16')\n",
        "print_metrics(y_true, y_vgg16)\n",
        "print('VGG-19')\n",
        "print_metrics(y_true, y_vgg19)\n",
        "print('Inception_V3')\n",
        "print_metrics(y_true, y_iv3)"
      ],
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "VGG-16\n",
            "Accuracy: 0.7182674199623352\n",
            "Balanced Accuracy: 0.6948781482626445\n",
            "Confusion Matrix:\n",
            " [[ 615  466]\n",
            " [ 282 1292]]\n",
            "Cohen Kappa Score: 0.4004303989160324\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.69      0.57      0.62      1081\n",
            "     class 1       0.73      0.82      0.78      1574\n",
            "\n",
            "    accuracy                           0.72      2655\n",
            "   macro avg       0.71      0.69      0.70      2655\n",
            "weighted avg       0.71      0.72      0.71      2655\n",
            "\n",
            "VGG-19\n",
            "Accuracy: 0.688512241054614\n",
            "Balanced Accuracy: 0.6991920042033648\n",
            "Confusion Matrix:\n",
            " [[ 818  263]\n",
            " [ 564 1010]]\n",
            "Cohen Kappa Score: 0.38173769584282846\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.59      0.76      0.66      1081\n",
            "     class 1       0.79      0.64      0.71      1574\n",
            "\n",
            "    accuracy                           0.69      2655\n",
            "   macro avg       0.69      0.70      0.69      2655\n",
            "weighted avg       0.71      0.69      0.69      2655\n",
            "\n",
            "Inception_V3\n",
            "Accuracy: 0.5928436911487759\n",
            "Balanced Accuracy: 0.5\n",
            "Confusion Matrix:\n",
            " [[   0 1081]\n",
            " [   0 1574]]\n",
            "Cohen Kappa Score: 0.0\n",
            "Classification Report:\n",
            "               precision    recall  f1-score   support\n",
            "\n",
            "     class 0       0.00      0.00      0.00      1081\n",
            "     class 1       0.59      1.00      0.74      1574\n",
            "\n",
            "    accuracy                           0.59      2655\n",
            "   macro avg       0.30      0.50      0.37      2655\n",
            "weighted avg       0.35      0.59      0.44      2655\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LM-ON5rTr6Am",
        "outputId": "2215106b-d05b-48df-8f8f-aacea21eacad",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        }
      },
      "source": [
        "# saving the dataframe of our results\n",
        "from google.colab import files\n",
        "test_df.to_csv('test_df_5331.csv') \n",
        "files.download('test_df_5331.csv')"
      ],
      "execution_count": 112,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_fface2ce-8e97-45d5-82b6-55297b7d719c\", \"test_df_5331.csv\", 180666)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5VTYeS4Mxc7V"
      },
      "source": [
        ""
      ],
      "execution_count": 112,
      "outputs": []
    }
  ]
}